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Building Vector Similarity Search in PostgreSQL with pgvector

ML Mastery Bala Priya C May 18, 2026
Building Vector Similarity Search in PostgreSQL with pgvector
AI Summary— plain English for professionals

# Vector Similarity Search: Finding What You Mean, Not Just What You Say Traditional search only works when you type the exact words a database contains, but new technology called vector similarity search understands *what you're trying to find* even when you describe it in everyday language. For example, instead of needing to know a product is called a "smartphone," you could search for "device I can use to make calls and check email" and get the right results. This shift means companies can finally help customers find what they need without forcing them to guess the right keywords.

Search works well when users know exactly what they are looking for, but it breaks down when intent is described in natural language.

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